{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#先引入后面可能用到的包（package）\n",
    "import pandas as pd  \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "#正常显示画图时出现的中文\n",
    "from pylab import mpl\n",
    "#这里使用微软雅黑字体\n",
    "mpl.rcParams['font.sans-serif']=['SimHei']\n",
    "#画图时显示负号\n",
    "mpl.rcParams['axes.unicode_minus']=False\n",
    "import seaborn as sns  #画图用的\n",
    "import tushare as ts\n",
    "#Jupyter Notebook特有的magic命令\n",
    "#直接在行内显示图形\n",
    "%matplotlib inline "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>volume</th>\n",
       "      <th>code</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1990-12-20</td>\n",
       "      <td>113.1</td>\n",
       "      <td>113.5</td>\n",
       "      <td>113.5</td>\n",
       "      <td>112.85</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1990-12-21</td>\n",
       "      <td>113.5</td>\n",
       "      <td>113.5</td>\n",
       "      <td>113.5</td>\n",
       "      <td>113.40</td>\n",
       "      <td>1190.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1990-12-24</td>\n",
       "      <td>113.5</td>\n",
       "      <td>114.0</td>\n",
       "      <td>114.0</td>\n",
       "      <td>113.30</td>\n",
       "      <td>8070.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1990-12-25</td>\n",
       "      <td>114.0</td>\n",
       "      <td>114.1</td>\n",
       "      <td>114.2</td>\n",
       "      <td>114.00</td>\n",
       "      <td>2780.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1990-12-26</td>\n",
       "      <td>114.4</td>\n",
       "      <td>114.3</td>\n",
       "      <td>114.4</td>\n",
       "      <td>114.20</td>\n",
       "      <td>310.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         date   open  close   high     low  volume code\n",
       "1  1990-12-20  113.1  113.5  113.5  112.85  1990.0   sh\n",
       "2  1990-12-21  113.5  113.5  113.5  113.40  1190.0   sh\n",
       "3  1990-12-24  113.5  114.0  114.0  113.30  8070.0   sh\n",
       "4  1990-12-25  114.0  114.1  114.2  114.00  2780.0   sh\n",
       "5  1990-12-26  114.4  114.3  114.4  114.20   310.0   sh"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sh=ts.get_k_data(code='sh',ktype='D',\n",
    "  autype='qfq', start='1990-12-20')\n",
    "#code:股票代码，个股主要使用代码，如‘600000’\n",
    "#ktype:'D':日数据；‘m’：月数据，‘Y’:年数据\n",
    "#autype:复权选择，默认‘qfq’前复权\n",
    "#start：起始时间\n",
    "#end：默认当前时间\n",
    "#查看下数据前5行\n",
    "sh.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#将数据列表中的第0列'date'设置为索引\n",
    "sh.index=pd.to_datetime(sh.date) \n",
    "#画出上证指数收盘价的走势\n",
    "sh['close'].plot(figsize=(12,6))\n",
    "plt.title('上证指数1990-2018年走势图')\n",
    "plt.xlabel('日期')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>volume</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>6808.00</td>\n",
       "      <td>6808.00</td>\n",
       "      <td>6808.00</td>\n",
       "      <td>6808.00</td>\n",
       "      <td>6.808000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1957.80</td>\n",
       "      <td>1959.08</td>\n",
       "      <td>1976.41</td>\n",
       "      <td>1937.84</td>\n",
       "      <td>7.431684e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1074.56</td>\n",
       "      <td>1075.94</td>\n",
       "      <td>1085.71</td>\n",
       "      <td>1062.06</td>\n",
       "      <td>1.055240e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>105.50</td>\n",
       "      <td>105.50</td>\n",
       "      <td>105.50</td>\n",
       "      <td>105.50</td>\n",
       "      <td>1.000000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1186.85</td>\n",
       "      <td>1185.01</td>\n",
       "      <td>1194.68</td>\n",
       "      <td>1171.79</td>\n",
       "      <td>5.272635e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1831.68</td>\n",
       "      <td>1832.42</td>\n",
       "      <td>1842.81</td>\n",
       "      <td>1813.92</td>\n",
       "      <td>2.375030e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2772.39</td>\n",
       "      <td>2779.86</td>\n",
       "      <td>2807.02</td>\n",
       "      <td>2744.36</td>\n",
       "      <td>1.144936e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>6057.43</td>\n",
       "      <td>6092.06</td>\n",
       "      <td>6124.04</td>\n",
       "      <td>6040.71</td>\n",
       "      <td>8.571328e+08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          open    close     high      low        volume\n",
       "count  6808.00  6808.00  6808.00  6808.00  6.808000e+03\n",
       "mean   1957.80  1959.08  1976.41  1937.84  7.431684e+07\n",
       "std    1074.56  1075.94  1085.71  1062.06  1.055240e+08\n",
       "min     105.50   105.50   105.50   105.50  1.000000e+01\n",
       "25%    1186.85  1185.01  1194.68  1171.79  5.272635e+06\n",
       "50%    1831.68  1832.42  1842.81  1813.92  2.375030e+07\n",
       "75%    2772.39  2779.86  2807.02  2744.36  1.144936e+08\n",
       "max    6057.43  6092.06  6124.04  6040.71  8.571328e+08"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#pandas的describe()函数提供了数据的描述性统计\n",
    "#count:数据样本，mean:均值，std:标准差\n",
    "sh.describe().round(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#再查看下每日成交量 \n",
    "#2006年市场容量小，交易量比较小，我们从2007年开始看\n",
    "sh.loc[\"2007-01-01\":][\"volume\"].plot(figsize=(12,6))\n",
    "plt.title('上证指数2007-2018年日成交量图')\n",
    "plt.xlabel('日期')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  均线分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#这里的平均线是通过自定义函数，手动设置20,52,252日均线\n",
    "#移动平均线：\n",
    "ma_day = [20,52,252]\n",
    "\n",
    "for ma in ma_day:\n",
    "    column_name = \"%s日均线\" %(str(ma))\n",
    "    sh[column_name] =sh[\"close\"].rolling(ma).mean()\n",
    "#sh.tail(3)\n",
    "#画出2010年以来收盘价和均线图\n",
    "sh.loc['2010-10-8':][[\"close\",\n",
    "\"20日均线\",\"52日均线\",\"252日均线\"]].plot(figsize=(12,6))\n",
    "plt.title('2010-2018上证指数走势图')\n",
    "plt.xlabel('日期')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 日收益率"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#2005年之前的数据噪音太大，主要分析2005年之后的\n",
    "sh[\"日收益率\"] = sh[\"close\"].pct_change()\n",
    "sh[\"日收益率\"].loc['2005-01-01':].plot(figsize=(12,4))\n",
    "plt.xlabel('日期')\n",
    "plt.ylabel('收益率')\n",
    "plt.title('2005-2018年上证指数日收益率')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 分析多只股票"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            sh        sz     hs300      sz50       zxb       cyb\n",
      "1     0.007379  0.009070 -0.008002  0.005272  0.004482  0.001279\n",
      "2    -0.009992 -0.007904 -0.016797 -0.010741 -0.025450  0.029334\n",
      "3     0.004292  0.002265  0.022683  0.001362  0.009146  0.040661\n",
      "4     0.006146  0.008941 -0.013917  0.011377 -0.044799 -0.002164\n",
      "5     0.004040  0.002233 -0.013060  0.005846  0.014144  0.009998\n",
      "6    -0.000429 -0.001704 -0.010584 -0.000740  0.016795  0.036792\n",
      "7    -0.000485  0.003270  0.002200 -0.003607  0.004938  0.004225\n",
      "8    -0.008509 -0.006128 -0.015550 -0.006209  0.007033 -0.051114\n",
      "9    -0.023257 -0.018491 -0.007246 -0.021097 -0.011019 -0.060631\n",
      "10    0.007233  0.007799 -0.005170  0.007098 -0.019748  0.040514\n",
      "11   -0.005990 -0.007001 -0.009616 -0.007733  0.004210 -0.005579\n",
      "12   -0.011263 -0.010706  0.007537 -0.007287 -0.009873  0.011925\n",
      "13    0.024984  0.029197 -0.011184  0.033251  0.000453  0.003116\n",
      "14    0.017254  0.018192  0.016695  0.012695  0.027244 -0.032665\n",
      "15   -0.001234  0.009790 -0.010265 -0.000914 -0.017082 -0.028000\n",
      "16   -0.009783 -0.006124 -0.024914 -0.008281  0.017494 -0.075436\n",
      "17   -0.012939 -0.016665  0.004301 -0.015527  0.026947  0.006575\n",
      "18   -0.009968 -0.001622 -0.012299 -0.001241  0.002260 -0.040382\n",
      "19   -0.018003 -0.006563 -0.017775 -0.008456  0.011906 -0.010281\n",
      "20   -0.002425  0.006813  0.001942  0.005063  0.010612 -0.012429\n",
      "21    0.053468  0.050544 -0.013825  0.052123 -0.010490  0.036474\n",
      "22   -0.008136 -0.007659  0.007072 -0.013957 -0.013903  0.016595\n",
      "23    0.021484  0.021733  0.001974  0.028745 -0.009996 -0.003346\n",
      "24    0.007786  0.005472  0.001098  0.002956  0.003689  0.029418\n",
      "25   -0.002150 -0.005950 -0.001595 -0.006134  0.005182 -0.002121\n",
      "26   -0.013447 -0.009426 -0.021999 -0.015952 -0.026813  0.000978\n",
      "27    0.020263  0.020071  0.005930  0.020801  0.020629 -0.009363\n",
      "28    0.019307  0.025621 -0.000012  0.014931 -0.028130 -0.032314\n",
      "29    0.000145  0.000024 -0.012804 -0.010326 -0.001299 -0.000290\n",
      "30    0.000367 -0.001055 -0.009121 -0.000649 -0.001099  0.017652\n",
      "...        ...       ...       ...       ...       ...       ...\n",
      "3498  0.001646 -0.002803  0.000000  0.002550  0.000000  0.000000\n",
      "3499 -0.003050 -0.007437  0.000000 -0.004663  0.000000  0.000000\n",
      "3500 -0.002447 -0.002310  0.000000 -0.005108  0.000000  0.000000\n",
      "3501 -0.002974 -0.007363  0.000000  0.005170  0.000000  0.000000\n",
      "3502 -0.009619 -0.012275  0.000000 -0.007929  0.000000  0.000000\n",
      "3503 -0.000300 -0.000254  0.000000 -0.000632  0.000000  0.000000\n",
      "3504 -0.011749 -0.018421  0.000000 -0.004718  0.000000  0.000000\n",
      "3505  0.008604  0.014776  0.000000  0.013525  0.000000  0.000000\n",
      "3506  0.025802  0.037407  0.000000  0.025345  0.000000  0.000000\n",
      "3507 -0.005585 -0.009178  0.000000 -0.005749  0.000000  0.000000\n",
      "3508  0.000467 -0.000347  0.000000 -0.000783  0.000000  0.000000\n",
      "3509 -0.009884 -0.015805  0.000000 -0.003196  0.000000  0.000000\n",
      "3510  0.001960 -0.003321  0.000000  0.002904  0.000000  0.000000\n",
      "3511  0.000880  0.002671  0.000000  0.004564  0.000000  0.000000\n",
      "3512  0.009563  0.013790  0.000000  0.012931  0.000000  0.000000\n",
      "3513  0.023758  0.023441  0.000000  0.035139  0.000000  0.000000\n",
      "3514  0.004975  0.008682  0.000000 -0.001312  0.000000  0.000000\n",
      "3515  0.002055 -0.000233  0.000000  0.003658  0.000000  0.000000\n",
      "3516 -0.008670 -0.010206  0.000000 -0.013358  0.000000  0.000000\n",
      "3517 -0.001942  0.000475  0.000000 -0.002278  0.000000  0.000000\n",
      "3518  0.006891  0.012831  0.000000  0.011586  0.000000  0.000000\n",
      "3519 -0.005976 -0.006621  0.000000 -0.002223  0.000000  0.000000\n",
      "3520  0.022163  0.038368  0.000000  0.024684  0.000000  0.000000\n",
      "3521 -0.000315  0.001580  0.000000 -0.001285  0.000000  0.000000\n",
      "3522 -0.009422 -0.013166  0.000000 -0.011454  0.000000  0.000000\n",
      "3523 -0.003320 -0.005471  0.000000 -0.003865  0.000000  0.000000\n",
      "3524  0.001933  0.007996  0.000000  0.002929  0.000000  0.000000\n",
      "3525 -0.025805 -0.027207  0.000000 -0.021746  0.000000  0.000000\n",
      "3526 -0.001749  0.001361  0.000000 -0.005508  0.000000  0.000000\n",
      "3527 -0.004416 -0.003548  0.000000 -0.000961  0.000000  0.000000\n",
      "\n",
      "[3527 rows x 6 columns]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "sh       0.037624\n",
       "sz       0.048964\n",
       "hs300    0.052732\n",
       "sz50     0.050791\n",
       "zxb      0.013692\n",
       "cyb      0.024499\n",
       "dtype: float64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#分析下常见的几个股票指数\n",
    "stocks={'上证指数':'sh','深证指数':'sz','沪深300':'hs300',\n",
    "        '上证50':'sz50','中小板指':'zxb','创业板':'cyb'}\n",
    "stock_index=pd.DataFrame()\n",
    "for stock in stocks.values():\n",
    "    stock_index[stock]=ts.get_k_data(stock,ktype='D', \n",
    "autype='qfq', start='2005-01-01')['close']\n",
    "#stock_index.head()\n",
    "#计算这些股票指数每日涨跌幅\n",
    "tech_rets = stock_index.pct_change()[1:]\n",
    "print(tech_rets)\n",
    "#tech_rets.head()\n",
    "#收益率描述性统计\n",
    "tech_rets.describe()\n",
    "#结果不在此报告\n",
    "#均值其实都大于0\n",
    "tech_rets.mean()*100 #转换为%"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x1a53b8a0400>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#jointplot这个函数可以画出两个指数的”相关性系数“，或者说皮尔森相关系数\n",
    "sns.jointplot('sh','sz',data=tech_rets)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x1a53b815390>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 540x540 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#成对的比较不同数据集之间的相关性，\n",
    "#而对角线则会显示该数据集的直方图\n",
    "\n",
    "sns.pairplot(tech_rets.iloc[:,3:].dropna())\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 收益率与风险"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#构建一个计算股票收益率和标准差的函数\n",
    "#默认起始时间为'2005-01-01'\n",
    "def return_risk(stocks,startdate='2005-01-01'):\n",
    "    close=pd.DataFrame()\n",
    "    for stock in stocks.values():\n",
    "        close[stock]=ts.get_k_data(stock,ktype='D', \n",
    "     autype='qfq', start=startdate)['close']\n",
    "    tech_rets = close.pct_change()[1:]\n",
    "    rets = tech_rets.dropna()\n",
    "    ret_mean=rets.mean()*100\n",
    "    ret_std=rets.std()*100\n",
    "    return ret_mean,ret_std\n",
    "\n",
    "#画图函数\n",
    "def plot_return_risk():\n",
    "    ret,vol=return_risk(stocks)\n",
    "    color=np.array([ 0.18, 0.96, 0.75, 0.3, 0.9,0.5])\n",
    "    plt.scatter(ret, vol, marker = 'o', \n",
    "    c=color,s = 500,cmap=plt.get_cmap('Spectral'))\n",
    "    plt.xlabel(\"日收益率均值%\")     \n",
    "    plt.ylabel(\"标准差%\")\n",
    "    for label,x,y in zip(stocks.keys(),ret,vol):\n",
    "        plt.annotate(label,xy = (x,y),xytext = (20,20),\n",
    "            textcoords = \"offset points\",\n",
    "             ha = \"right\",va = \"bottom\",\n",
    "            bbox = dict(boxstyle = 'round,pad=0.5',\n",
    "            fc = 'yellow', alpha = 0.5),\n",
    "                arrowprops = dict(arrowstyle = \"->\",\n",
    "                    connectionstyle = \"arc3,rad=0\"))\n",
    "stocks={'上证指数':'sh','深证指数':'sz','沪深300':'hs300',\n",
    "        '上证50':'sz50','中小板指数':'zxb','创业板指数':'cyb'}\n",
    "plot_return_risk()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "stocks={'中国平安':'601318','格力电器':'000651',\n",
    "        '招商银行':'600036','恒生电子':'600570',\n",
    "        '中信证券':'600030','贵州茅台':'600519'}\n",
    "startdate='2018-01-01'\n",
    "plot_return_risk()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 蒙特卡洛模拟是一种统计学方法，用来模拟数据的演变趋势。蒙特卡洛模拟是在二战期间，当时在原子弹研制的项目中，为了模拟裂变物质的中子随机扩散现象，由美国数学家冯·诺伊曼和乌拉姆等发明的一种统计方法。之所以起名叫蒙特卡洛模拟，是因为蒙特卡洛在是欧洲袖珍国家摩纳哥一个城市，这个城市在当时是非常著名的一个赌城。因为赌博的本质是算概率，而蒙特卡洛模拟正是以概率为基础的一种方法，所以用赌城的名字为这种方法命名。蒙特卡洛模拟每次输入都随机选择输入值，通过大量的模拟，最终得出一个累计概率分布图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.02618228439478043"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=ts.get_k_data('sh',ktype='D', autype='qfq', \n",
    "                 start='2005-01-01')\n",
    "df.index=pd.to_datetime(df.date)\n",
    "tech_rets = df.close.pct_change()[1:]\n",
    "rets = tech_rets.dropna()\n",
    "#rets.head()\n",
    "#下面的结果说明，我们95%的置信，一天我们不会损失超过0.0264...\n",
    "rets.quantile(0.05)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'经过 252 天后上证指数模拟价格分布图')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def monte_carlo(start_price,days,mu,sigma):\n",
    "    dt=1/days\n",
    "    price = np.zeros(days)\n",
    "    price[0] = start_price\n",
    "    shock = np.zeros(days)\n",
    "    drift = np.zeros(days)\n",
    "\n",
    "    for x in range(1,days):\n",
    "        shock[x] = np.random.normal(loc=mu * dt,\n",
    "                scale=sigma * np.sqrt(dt))\n",
    "        drift[x] = mu * dt\n",
    "        price[x] = price[x-1] + (price[x-1] *\n",
    "                (drift[x] + shock[x]))\n",
    "    return price\n",
    "#模拟次数\n",
    "runs = 10000\n",
    "start_price = 2641.34 #今日收盘价\n",
    "days = 252\n",
    "mu=rets.mean()\n",
    "sigma=rets.std()\n",
    "simulations = np.zeros(runs)\n",
    "\n",
    "for run in range(runs):\n",
    "    simulations[run] = monte_carlo(start_price,\n",
    "      days,mu,sigma)[days-1]\n",
    "q = np.percentile(simulations,1)\n",
    "plt.figure(figsize=(8,6))\n",
    "plt.hist(simulations,bins=50,color='grey')\n",
    "plt.figtext(0.6,0.8,s=\"初始价格: %.2f\" % start_price)\n",
    "plt.figtext(0.6,0.7,\"预期价格均值: %.2f\" %simulations.mean())\n",
    "plt.figtext(0.15,0.6,\"q(0.99: %.2f)\" %q)\n",
    "plt.axvline(x=q,linewidth=6,color=\"r\")\n",
    "plt.title(\"经过 %s 天后上证指数模拟价格分布图\" %days,weight=\"bold\")\n",
    "# Text(0.5,1,'经过 252 天后上证指数模拟价格分布图')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 借用期权定价里对未来股票走势的假定来进行蒙特卡洛模拟"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from time import time\n",
    "np.random.seed(2018)\n",
    "t0=time()\n",
    "S0=2641.34\n",
    "T=1.0; \n",
    "r=0.05; \n",
    "sigma=rets.std()\n",
    "M=50;\n",
    "dt=T/M; \n",
    "I=250000\n",
    "S=np.zeros((M+1,I))\n",
    "S[0]=S0\n",
    "for t in range(1,M+1):\n",
    "    z=np.random.standard_normal(I)\n",
    "    S[t]=S[t-1]*np.exp((r-0.5*sigma**2)*dt+\n",
    "          sigma*np.sqrt(dt)*z)\n",
    "s_m=np.sum(S[-1])/I\n",
    "tnp1=time()-t0\n",
    "# print('经过250000次模拟，得出1年以后上证指数的预期平均收盘价为：%.2f',%s_m)\n",
    "# 经过250000次模拟，得出1年以后上证指数的预期平均收盘价为：2776.85\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "plt.figure(figsize=(10,6))\n",
    "plt.plot(S[:,:10])\n",
    "plt.grid(True)\n",
    "plt.title('上证指数蒙特卡洛模拟其中10条模拟路径图')\n",
    "plt.xlabel('时间')\n",
    "plt.ylabel('指数')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'上证指数蒙特卡洛模拟')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6))\n",
    "plt.hist(S[-1], bins=120)\n",
    "plt.grid(True)\n",
    "plt.xlabel('指数水平')\n",
    "plt.ylabel('频率')\n",
    "plt.title('上证指数蒙特卡洛模拟')\n",
    "# Text(0.5,1,'上证指数蒙特卡洛模拟')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
